AI basis 1

Introduction to Machine Learning

table of Contents

• Pattern Recognition
• Computer Vision
• Data Mining
• Speech recognition
• Statistical Learning
• Natural Language Processing

learning process

st=>start: 训练样本
op1=>operation: 特征抽取
op2=>operation: 学习函数
e=>end: 预测

st->op1->op2->e

Tool Library

Numpy: Scientific Computing Base
Pandas: data analysis database
Matplotlib: data visualization library
Scikit-learn: Machine Learning Library

classification

• Supervised class algorithm
• Class unsupervised algorithm
  supervised is marked

Regression algorithm

Classification algorithms

Clustering Algorithm